{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from matplotlib import rcParams\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "np.seterr(all='ignore')\n",
    "rcParams['figure.figsize'] = (14, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from funcat import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from funcat.data.tushare_backend import TushareDataBackend\n",
    "\n",
    "set_data_backend(TushareDataBackend(start_date=\"2014-07-01\"))\n",
    "\n",
    "\n",
    "S(\"000001.XSHG\")  # 设置当前关注股票\n",
    "T(\"2016-06-01\")   # 设置当前观察日期"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基本API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2917.15 2929.08 2909.51 2913.51\n"
     ]
    }
   ],
   "source": [
    "print(O, H, L, C)  # 打印 Open High Low Close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.00106630277513"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C / C[1] - 1  # 当天涨幅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2929.268"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MA(C, 60)  # 打印60日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C > MA(C, 60)  # 判断收盘价是否大于60日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3055.69"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HHV(H, 30)  # 30日最高价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "COUNT(C > MA(C, 60), 30)  # 最近30日，收盘价 Close 大于60日均线的天数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CROSS(MA(C, 10), MA(C, 20))  # 10日均线上穿"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "COUNT(C > O, 10)  # 最近10天收阳线的天数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3085.03"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HHV(MAX(O, C), 60)  # 最近60天K线实体的最高价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CROSS(MA(C, 5), MA(C, 10))  # 5日均线上穿10日均线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 自定义公式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x01 KDJ指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "75.7914832262 62.0860354856 103.202378707\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x115cb77b8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AWEKkng/n3Cm4M0Nicche1pxLEA9bb0g38CAgD5QN057CLAsgBERRt5W8A4BTENlxQfQI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\nzFQQjoujJMpoHu8PcE1KtbE4KeLXa3jSkPZ9klSzN7o6mJl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YzAQhg9QuG17Dvoe3l0jM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\nmcJRu2hcdQEAIFWtAfIUrawLdCFkhp1FZpqmZ6aTqRZ1OjqZKZU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+LHp6gIERA5t71qM3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IySz6Pn4AXQ16+n4kaCaIIIZnhjUsnqKeoPYZJ2KLNSFJGZadA0k4KZricqM6NghiDC0FVE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\nCIKQkv8P+NSWehG7qGMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110d14128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N, M1, M2 = 9, 3, 3\n",
    "\n",
    "RSV = (CLOSE - LLV(LOW, N)) / (HHV(HIGH, N) - LLV(LOW, N)) * 100\n",
    "K = EMA(RSV, (M1 * 2 - 1))\n",
    "D = EMA(K, (M2 * 2 - 1))\n",
    "J = K * 3 - D * 2\n",
    "\n",
    "ax = plt.subplot()\n",
    "\n",
    "plt.plot(K.series, label=\"K\", linewidth=2)\n",
    "plt.plot(D.series, label=\"D\", alpha=0.7)\n",
    "plt.plot(J.series, label=\"J\", alpha=0.7)\n",
    "\n",
    "print(K, D, J)\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x02 均线金叉死叉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x111bbd8d0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rWbt2LY8/bnVBWLFiBTfccAPLli3jscce45vf/CbBYJDy8r5dvP1+P5FIBNM0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\nA4FYkJrs6lmzN5HuLvyn30LrcOC4575pM3MAVuQnBd7KIjv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3D90cGRxIlqm1jnfgjwWm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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110d34898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot()\n",
    "\n",
    "ma10 = MA(C, 10)\n",
    "ma30 = MA(C, 30)\n",
    "buy_signal = CROSS(ma10, ma30)\n",
    "sell_signal = CROSS(ma30, ma10)\n",
    "\n",
    "plt.plot(C.series, label=\"close\", linewidth=2)\n",
    "plt.plot(ma10.series, label=\"ma10\", alpha=0.7)\n",
    "plt.plot(ma30.series, label=\"ma30\", alpha=0.7)\n",
    "\n",
    "plt.plot(np.where(buy_signal.series)[0], C.series[np.where(buy_signal.series)[0]], \"^\", label=\"buy\", markersize=12, color=\"red\")\n",
    "plt.plot(np.where(sell_signal.series)[0], C.series[np.where(sell_signal.series)[0]], \"v\", label=\"sell\", markersize=12, color=\"green\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x03 DMA指标（Different of Moving Average）\n",
    "[DMA指标](http://wiki.mbalib.com/wiki/DMA)。DMA指标（Different of Moving Average）又叫平行线差指标，是目前股市分析技术指标中的一种中短期指标，它常用于大盘指数和个股的研判。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "78.3742 67.4637\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x111d4f2e8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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H0Ol0xMTE8NBDDxEeHs6sWbNYunQpwWCQ+++/H4CVK1fyu9/9jscee4z09HSWLFkyrCcg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1555RV8fHzw9/c/67z+/n4CAy/cIT4gwBuFQn7Bv5mo6HQ+3xhr7zZT0dhLRpyWlHj98Pi6ki30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\ncoQQQgghhBATiiQ5QgghhBBCiAnl/wdMVciXa3H6qAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11192afd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M1 = 10\n",
    "M2 = 50\n",
    "M3 = 10\n",
    "\n",
    "DDD = MA(CLOSE, M1) - MA(CLOSE, M2)\n",
    "AMA = MA(DDD, M3)\n",
    "\n",
    "print(DDD, AMA)\n",
    "\n",
    "f, (ax1, ax2) = plt.subplots(2, 1)\n",
    "\n",
    "ax1.plot(C.series, label=\"close\")\n",
    "ax1.plot(MA(C, 30).series, label=\"ma60\")\n",
    "ax1.set_xlim(50)\n",
    "\n",
    "ax2.plot(DDD.series, label=\"DDD\")\n",
    "ax2.plot(AMA.series, label=\"AMA\")\n",
    "ax2.set_xlim(50)\n",
    "\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 选股"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lambda : C / C[1] - 1 >= 0.0995,\n",
      "[20170104]\n",
      "20170104 000017.XSHE 000017.XSHE[深中华A]\n",
      "20170104 000026.XSHE 000026.XSHE[飞亚达Ａ]\n",
      "20170104 000045.XSHE 000045.XSHE[深纺织Ａ]\n",
      "20170104 000585.XSHE 000585.XSHE[东北电气]\n",
      "20170104 000595.XSHE 000595.XSHE[宝塔实业]\n",
      "20170104 000678.XSHE 000678.XSHE[襄阳轴承]\n",
      "20170104 000695.XSHE 000695.XSHE[滨海能源]\n",
      "20170104 000710.XSHE 000710.XSHE[*ST天仪]\n",
      "20170104 000755.XSHE 000755.XSHE[山西三维]\n",
      "20170104 000885.XSHE 000885.XSHE[同力水泥]\n",
      "20170104 000959.XSHE 000959.XSHE[首钢股份]\n",
      "20170104 002245.XSHE 002245.XSHE[澳洋顺昌]\n",
      "20170104 002297.XSHE 002297.XSHE[博云新材]\n",
      "20170104 002300.XSHE 002300.XSHE[太阳电缆]\n",
      "20170104 002461.XSHE 002461.XSHE[珠江啤酒]\n",
      "20170104 002530.XSHE 002530.XSHE[丰东股份]\n",
      "20170104 002703.XSHE 002703.XSHE[浙江世宝]\n",
      "20170104 002709.XSHE 002709.XSHE[天赐材料]\n",
      "20170104 002738.XSHE 002738.XSHE[中矿资源]\n",
      "20170104 002833.XSHE 002833.XSHE[弘亚数控]\n",
      "20170104 002835.XSHE 002835.XSHE[同为股份]\n",
      "20170104 002836.XSHE 002836.XSHE[新宏泽]\n",
      "20170104 002837.XSHE 002837.XSHE[英维克]\n",
      "20170104 600183.XSHG 600183.XSHG[生益科技]\n",
      "20170104 600189.XSHG 600189.XSHG[吉林森工]\n",
      "20170104 600209.XSHG 600209.XSHG[罗顿发展]\n",
      "20170104 600215.XSHG 600215.XSHG[长春经开]\n",
      "20170104 600249.XSHG 600249.XSHG[两面针]\n",
      "20170104 600416.XSHG 600416.XSHG[湘电股份]\n",
      "20170104 600571.XSHG 600571.XSHG[信雅达]\n",
      "20170104 600680.XSHG 600680.XSHG[上海普天]\n",
      "20170104 600698.XSHG 600698.XSHG[湖南天雁]\n",
      "20170104 600800.XSHG 600800.XSHG[天津磁卡]\n",
      "20170104 600810.XSHG 600810.XSHG[神马股份]\n",
      "20170104 601188.XSHG 601188.XSHG[龙江交通]\n",
      "20170104 601375.XSHG 601375.XSHG[中原证券]\n",
      "20170104 601965.XSHG 601965.XSHG[中国汽研]\n",
      "20170104 603009.XSHG 603009.XSHG[北特科技]\n",
      "20170104 603058.XSHG 603058.XSHG[永吉股份]\n",
      "20170104 603186.XSHG 603186.XSHG[华正新材]\n",
      "20170104 603218.XSHG 603218.XSHG[日月股份]\n",
      "20170104 603239.XSHG 603239.XSHG[浙江仙通]\n",
      "20170104 603298.XSHG 603298.XSHG[杭叉集团]\n",
      "20170104 603577.XSHG 603577.XSHG[汇金通]\n",
      "20170104 603779.XSHG 603779.XSHG[威龙股份]\n",
      "20170104 603823.XSHG 603823.XSHG[百合花]\n",
      "20170104 603886.XSHG 603886.XSHG[元祖股份]\n",
      "20170104 603929.XSHG 603929.XSHG[亚翔集成]\n",
      "20170104 603988.XSHG 603988.XSHG[中电电机]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选出涨停股\n",
    "select(\n",
    "    lambda : C / C[1] - 1 >= 0.0995,\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lambda : (HHV(MAX(C, O), 30) / LLV(MIN(C, O), 30) - 1 < 0.07\n",
      "              and HHV(MAX(C, O), 100) / LLV(MIN(C, O), 100) - 1 > 0.25\n",
      "              and COUNT(C > MA(C, 60), 10) > 3\n",
      "             ),\n",
      "[20170104]\n",
      "20170104 600512.XSHG 600512.XSHG[腾达建设]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选出最近30天K线实体最高价最低价差7%以内，最近100天K线实体最高价最低价差25%以内，\n",
    "# 最近10天，收盘价大于60日均线的天数大于3天\n",
    "select(\n",
    "    lambda : (HHV(MAX(C, O), 30) / LLV(MIN(C, O), 30) - 1 < 0.07\n",
    "              and HHV(MAX(C, O), 100) / LLV(MIN(C, O), 100) - 1 > 0.25\n",
    "              and COUNT(C > MA(C, 60), 10) > 3\n",
    "             ),\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 选出最近3天每天的成交量小于20日成交量均线，最近3天最低价低于20日均线，最高价高于20日均线\n",
    "# 自定义选股回调函数\n",
    "def callback(date, order_book_id, symbol):\n",
    "    print(\"Cool, 在\", date, \"选出\", order_book_id, symbol)\n",
    "\n",
    "    \n",
    "select(\n",
    "    lambda : (EVERY(V < MA(V, 20) / 2, 3) and EVERY(L < MA(C, 20), 3) and EVERY(H > MA(C, 20), 3)),\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    "    callback=callback,\n",
    ")"
   ]
  }
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